Photo Archive of In Situ Benthic Imagery from the Lophelia Coral Conservation Area
Bibliographic record
Abstract
The Lophelia Coral Conservation Area (LCCA) was established in 2004 to protect the only known cold-water coral reef in eastern Canada. In order to evaluate the effectiveness of the closure (Beazley et al. 2021), benthic fauna were quantified from underwater images taken in 2003, 2009, and 2015 from each of three different strata: 1) inside the Lophelia reef footprint (LRF; Inside Reef), 2) inside the LCCA but outside of the LRF (Inside Closure), and 3) outside of the LCCA (Outside Closure) (Korabik et al. 2021). In addition, photos and video imagery were collected in 2002, 2007 and in 2018 (Beazley et al. 2019) and are included although they were not analyzed in Beazley et al. (2021). Here we provide the original photos for each of these strata/years in support of future monitoring of this area. Not all of these photos have been analyzed. In 2022 the LCCA was incorporated into the Eastern Canyons Conservation Area (ECCA). Version 3 includes an update to the Photo Archive Metadata to include a column indicating whether the photo was analyzed or not in Beazley et al. (2021). Additionally a spreadsheet of the abundance of each taxon per analyzed photo is included. Taxon names are matched with the images presented in Korabik et al. (2021). References (see linked files) BEAZLEY, L., C. LIRETTE & J. GUIJARRO, 2019. Characterization of the corals and sponges of the Eastern Scotian Slope from a benthic imagery survey. Canadian Technical Report of Fisheries and Aquatic Sciences 3302: vi + 83 p BEAZLEY, L., E. KENCHINGTON, M. KORABIK, D. FENTON & M. KING, 2021. Other effective area-based conservation measure promotes recovery in a cold-water coral reef. Global Ecology and Conservation 26, e01485. KORABIK, M., E. BAKER, L. BEAZLEY, S. THOMPSON, M. BOUCHARD MARMEN & E. KENCHINGTON, 2021. A Pictorial Guide to the Epibenthic Megafauna of the Lophelia Coral Conservation Area Identified from In Situ Benthic Images. Canadian Technical Report of Fisheries and Aquatic Sciences 3430: v + 142 p.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.028 | 0.013 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".